{"action":"created","issue":{"url":"https://api.github.com/repos/google/seq2seq/issues/81","repository_url":"https://api.github.com/repos/google/seq2seq","labels_url":"https://api.github.com/repos/google/seq2seq/issues/81/labels{/name}","comments_url":"https://api.github.com/repos/google/seq2seq/issues/81/comments","events_url":"https://api.github.com/repos/google/seq2seq/issues/81/events","html_url":"https://github.com/google/seq2seq/issues/81","id":215253542,"number":81,"title":"How to develop beam search with a set of predefined responses?","user":{"login":"amirj","id":1645137,"avatar_url":"https://avatars1.githubusercontent.com/u/1645137?v=3","gravatar_id":"","url":"https://api.github.com/users/amirj","html_url":"https://github.com/amirj","followers_url":"https://api.github.com/users/amirj/followers","following_url":"https://api.github.com/users/amirj/following{/other_user}","gists_url":"https://api.github.com/users/amirj/gists{/gist_id}","starred_url":"https://api.github.com/users/amirj/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/amirj/subscriptions","organizations_url":"https://api.github.com/users/amirj/orgs","repos_url":"https://api.github.com/users/amirj/repos","events_url":"https://api.github.com/users/amirj/events{/privacy}","received_events_url":"https://api.github.com/users/amirj/received_events","type":"User","site_admin":false},"labels":[],"state":"closed","locked":false,"assignee":null,"assignees":[],"milestone":null,"comments":2,"created_at":"2017-03-19T10:01:56Z","updated_at":"2017-03-24T00:57:06Z","closed_at":"2017-03-24T00:57:06Z","body":"In the [original paper of SmartReply](https://arxiv.org/abs/1606.04870):\r\n\r\n> First, the elements of R (possible set of responses) are organized into a trie. Then, we conduct a left-to-right beam search, but only retain hypotheses that appear in the trie. This search process has complexity O(bl) for beam size b and maximum response length l. Both b and l are typically in the range of 10-30, so this method dramatically reduces the time to find the top responses and is a critical element of making this system deployable.\r\n\r\nWould you please consider this feature and add a detailed task list to this issue for interested contributors."},"comment":{"url":"https://api.github.com/repos/google/seq2seq/issues/comments/288903862","html_url":"https://github.com/google/seq2seq/issues/81#issuecomment-288903862","issue_url":"https://api.github.com/repos/google/seq2seq/issues/81","id":288903862,"user":{"login":"amirj","id":1645137,"avatar_url":"https://avatars1.githubusercontent.com/u/1645137?v=3","gravatar_id":"","url":"https://api.github.com/users/amirj","html_url":"https://github.com/amirj","followers_url":"https://api.github.com/users/amirj/followers","following_url":"https://api.github.com/users/amirj/following{/other_user}","gists_url":"https://api.github.com/users/amirj/gists{/gist_id}","starred_url":"https://api.github.com/users/amirj/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/amirj/subscriptions","organizations_url":"https://api.github.com/users/amirj/orgs","repos_url":"https://api.github.com/users/amirj/repos","events_url":"https://api.github.com/users/amirj/events{/privacy}","received_events_url":"https://api.github.com/users/amirj/received_events","type":"User","site_admin":false},"created_at":"2017-03-24T00:57:06Z","updated_at":"2017-03-24T00:57:06Z","body":"@dennybritz Thank you."}}
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